From: Synonym set extraction from the biomedical literature by lexical pattern discovery
 | Precision | Recall | F-Measure |
---|---|---|---|
Occurrence | 1.7 ± 0.2% | 63.4 ± 7.0% | 3.3 ± 3.7% |
Naïve Bayes | 30.6 ± 5.3% | 37.5 ± 7.1% | 33.8 ± 5.7% |
Logistic Regression | 40.8 ± 7.6% | 29.7 ± 6.6% | 34.2 ± 6.6% |
C4.5 | 74.1 ± 11.7% | 21.3 ± 6.0% | 33.1 ± 7.8% |
SVM | 82.2 ± 10.5% | 22.8 ± 6.1% | 35.7 ± 7.9% |
Logistic Regression & Synset Formation | 39.6 ± 6.7% | 35.6 ± 6.9% | 37.5 ± 6.3% |
SVM & Synset Formation | 73.2 ± 9.8% | 29.7 ± 6.7% | 42.3 ± 7.7% |